{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Churn Prediction - Predicting when your customers will churn\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 - Introduction\n",
    "\n",
    "A software as a service (SaaS) company provides a suite of products for Small-to-Medium enterprises, such as data storage, Accounting, Travel and Expenses management as well as Payroll management.\n",
    "\n",
    "So as to help the CFO forecast the acquisition and marketing costs for the next fiscal year, the Data Science team wants to build a churn model to predict when customers are likely to stop their monthly subscription. Thus, once customers have been flagged as likely to churn within a certain time window, the company could take the necessary retention actions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 - Dataset\n",
    "\n",
    "### 2.1 - Description and Overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n",
      "The raw_dataset has the following shape: (2000, 14).\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>product_data_storage</th>\n",
       "      <th>product_travel_expense</th>\n",
       "      <th>product_payroll</th>\n",
       "      <th>product_accounting</th>\n",
       "      <th>csat_score</th>\n",
       "      <th>articles_viewed</th>\n",
       "      <th>smartphone_notifications_viewed</th>\n",
       "      <th>marketing_emails_clicked</th>\n",
       "      <th>social_media_ads_viewed</th>\n",
       "      <th>minutes_customer_support</th>\n",
       "      <th>company_size</th>\n",
       "      <th>us_region</th>\n",
       "      <th>months_active</th>\n",
       "      <th>churned</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2048</td>\n",
       "      <td>Free-Trial</td>\n",
       "      <td>Active</td>\n",
       "      <td>No</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>8.3</td>\n",
       "      <td>10-50</td>\n",
       "      <td>West North Central</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2048</td>\n",
       "      <td>Free-Trial</td>\n",
       "      <td>Free-Trial</td>\n",
       "      <td>Active</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100-250</td>\n",
       "      <td>South Atlantic</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   product_data_storage product_travel_expense product_payroll  \\\n",
       "0                  2048             Free-Trial          Active   \n",
       "1                  2048             Free-Trial      Free-Trial   \n",
       "\n",
       "  product_accounting  csat_score  articles_viewed  \\\n",
       "0                 No           9                4   \n",
       "1             Active           9                4   \n",
       "\n",
       "   smartphone_notifications_viewed  marketing_emails_clicked  \\\n",
       "0                                0                        14   \n",
       "1                                2                        12   \n",
       "\n",
       "   social_media_ads_viewed  minutes_customer_support company_size  \\\n",
       "0                        1                       8.3        10-50   \n",
       "1                        1                       0.0      100-250   \n",
       "\n",
       "            us_region  months_active  churned  \n",
       "0  West North Central            3.0      1.0  \n",
       "1      South Atlantic            2.0      1.0  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Importing modules\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from pysurvival.datasets import Dataset\n",
    "%pylab inline\n",
    "\n",
    "# Reading the dataset\n",
    "raw_dataset = Dataset('churn').load()\n",
    "print(\"The raw_dataset has the following shape: {}.\".format(raw_dataset.shape))\n",
    "raw_dataset.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 - From categorical to numerical\n",
    "There are several categorical features that need to be encoded into one-hot vectors:\n",
    "* product_travel_expense\n",
    "* product_payroll \n",
    "* product_accounting \n",
    "* us_region\n",
    "* company_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating one-hot vectors\n",
    "categories = ['product_travel_expense', 'product_payroll', \n",
    "              'product_accounting', 'us_region', 'company_size']\n",
    "dataset = pd.get_dummies(raw_dataset, columns=categories, drop_first=True)\n",
    "\n",
    "# Creating the time and event columns\n",
    "time_column = 'months_active'\n",
    "event_column = 'churned'\n",
    "\n",
    "# Extracting the features\n",
    "features = np.setdiff1d(dataset.columns, [time_column, event_column] ).tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3 - Exploratory Data Analysis\n",
    "As this tutorial is mainly designed to provide an example of how to use Pysurvival, we will not perform a thorough exploratory data analysis but we greatly encourage the reader to do so by taking a look at the **predictive maintenance tutorial** that provides a very detailed study.\n",
    "\n",
    "Here, we will just check if the dataset contains Null values or duplicated rows, and have a look at feature correlations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 - Null values and duplicates\n",
    "The first thing to do is checking if the `raw_dataset` contains Null values and has duplicated rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The raw_dataset contains 0 null values\n",
      "The raw_dataset contains 0 duplicates\n"
     ]
    }
   ],
   "source": [
    "# Checking for null values\n",
    "N_null = sum(dataset[features].isnull().sum())\n",
    "print(\"The raw_dataset contains {} null values\".format(N_null)) #0 null values\n",
    "\n",
    "# Removing duplicates if there exist\n",
    "N_dupli = sum(dataset.duplicated(keep='first'))\n",
    "dataset = dataset.drop_duplicates(keep='first').reset_index(drop=True)\n",
    "print(\"The raw_dataset contains {} duplicates\".format(N_dupli))\n",
    "\n",
    "# Number of samples in the dataset\n",
    "N = dataset.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As it turns out the raw_dataset doesn't have any Null values or duplicates.\n",
    "### 3.2 - Correlations\n",
    "Let's compute and visualize the correlation between the features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pysurvival.utils.display import correlation_matrix\n",
    "correlation_matrix(dataset[features], figure_size=(30,15), text_fontsize=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4 - Modeling\n",
    "\n",
    "### 4.1 - Building the model\n",
    "So as to perform cross-validation later on and assess the performance of the model, let's split the dataset into training and testing sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Building training and testing sets\n",
    "from sklearn.model_selection import train_test_split\n",
    "index_train, index_test = train_test_split( range(N), test_size = 0.35)\n",
    "data_train = dataset.loc[index_train].reset_index( drop = True )\n",
    "data_test  = dataset.loc[index_test].reset_index( drop = True )\n",
    "\n",
    "# Creating the X, T and E inputs\n",
    "X_train, X_test = data_train[features], data_test[features]\n",
    "T_train, T_test = data_train[time_column], data_test[time_column]\n",
    "E_train, E_test = data_train[event_column], data_test[event_column]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now fit an Extra Survival Trees model to the training set. \n",
    "\n",
    "*Note: The choice of the model and hyperparameters was obtained using grid-search selection, not displayed in this tutorial.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ExtraSurvivalTreesModel"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pysurvival.models.survival_forest import ExtraSurvivalTreesModel\n",
    "\n",
    "# Fitting the model\n",
    "xst = ExtraSurvivalTreesModel(num_trees=200) \n",
    "xst.fit(X_train, T_train, E_train, max_features=\"sqrt\",\n",
    "        max_depth=5, min_node_size=20, num_random_splits= 200 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 - Variables importance\n",
    "Having built a Survival Forest model allows us to compute the features importance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature</th>\n",
       "      <th>importance</th>\n",
       "      <th>pct_importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>csat_score</td>\n",
       "      <td>24.610478</td>\n",
       "      <td>0.255986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>product_payroll_No</td>\n",
       "      <td>17.412539</td>\n",
       "      <td>0.181116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>product_accounting_No</td>\n",
       "      <td>14.607546</td>\n",
       "      <td>0.151940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>minutes_customer_support</td>\n",
       "      <td>7.707984</td>\n",
       "      <td>0.080174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>product_data_storage</td>\n",
       "      <td>6.941239</td>\n",
       "      <td>0.072199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    feature  importance  pct_importance\n",
       "0                csat_score   24.610478        0.255986\n",
       "1        product_payroll_No   17.412539        0.181116\n",
       "2     product_accounting_No   14.607546        0.151940\n",
       "3  minutes_customer_support    7.707984        0.080174\n",
       "4      product_data_storage    6.941239        0.072199"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Computing variables importance\n",
    "xst.variable_importance_table.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thanks to the feature importance, we get a better understanding of what drives retention or churn. Here, the Accounting and Payroll Management products, score on the satisfaction survey as well as the amount of time spent on the phone with customer support play a primordial role.\n",
    "\n",
    "*Note: The importance is the difference in prediction error between the perturbed and unperturbed error rate as depicted by [Breiman et al.](https://www.stat.berkeley.edu/~breiman/randomforest2001.pdf)*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5 - Cross Validation\n",
    "In order to assess the model performance, we previously split the original dataset into training and testing sets, so that we can now compute its performance metrics on the testing set:\n",
    "\n",
    "### 5.1 - C-index\n",
    "The C-index represents the global assessment of the model discrimination power: this is the model’s ability to correctly provide a reliable ranking of the survival times based on the individual risk scores. In general, when the C-index is close to 1, the model has an almost perfect discriminatory power; but if it is close to 0.5, it has no ability to discriminate between low and high risk subjects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C-index: 0.85\n"
     ]
    }
   ],
   "source": [
    "from pysurvival.utils.metrics import concordance_index\n",
    "c_index = concordance_index(xst, X_test, T_test, E_test)\n",
    "print('C-index: {:.2f}'.format(c_index))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 - Brier Score\n",
    "The Brier score measures the average discrepancies between the status and the estimated probabilities at a given time. Thus, the lower the score (usually below 0.25), the better the predictive performance. To assess the overall error measure across multiple time points, the Integrated Brier Score (IBS) is usually computed as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4gAAAFECAYAAABlBRAoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd4lGXWx/HvIYDSpa4KChZAxYZGFIQVRQGxr9hYVHTtZXXtve6qq2tdy6uuinXRtSA2LCiKYsOGoiKoSBOldwiQ+/3jPMNMJpNkApM8Kb/Pdc2Vue+nnSlJ5szdLISAiIiIiIiISJ24AxAREREREZGqQQmiiIiIiIiIAEoQRUREREREJKIEUURERERERAAliCIiIiIiIhJRgigiIiIiIiKAEkQRERERERGJKEEUqeXMrIOZBTMbmlY/NKrvUEHX7R2d/5qKOL9ILpX0e5LFcaPNrMYtOGxmj5rZ72bWKO5Yahoz+1P0XusTdywiUjspQRSpBNE/+9TbGjObY2Zvm9mguOOrCOv6gVqkOqnoL1LSrnVNpi9VUupTb4VmttDMxprZmWZWt4Rz7mdmL5jZTDMrMLP5ZvaDmf3PzP5qZpbhmN2AY4GbQghLU+qr5Jc+ZtbNzG40s9fMbFYU4/RS9m9pZidFz8tkM1sePZfvm9lfzKzcn53MrJ2ZPRw9zyvNbIqZ3WFmzTPs/gLwOXDbulyrIplZiyjuKdHjmBk9rnblPE/sr4mIlCzjPwwRqTDXRj/rAdsAhwB7m1l+COG8+MLK6FLgJmBGBZ3/E2BbYE4FnV8kl2bg79eFcQdSineB0dH9usBmwMHA3UAP4M+pO5vZZcA/gNXASGAisAbYCtgLGAjcG21P9Q9gEXBfBTyGijAIOAdYBXwL/KGM/Y/AH9uvwDvA1OiYPwH/AfY3syNCCFm1DJvZVsBYoA3wIvA90C2Kqb+Z7RlCmJvYP4QQzOyfwNPA0cBTWT7OCmVmLfHH0Ql4GxiG/x87ATjAzLqHEH7K8nSxviYiUjoliCKVKIRwTWo56kL0JnCumd0VQpgSR1yZhBB+xf8ZV9T5l+EflESqvBDCKqr++3V0hr8xm+MfwAeZ2eWJvzFm1h64Dk/0eoYQvk47rg6wH54wptZ3AvYF/hNCWF5BjyPXhgKPAhNCCAVZdPn9AU+sXwkhFCYqo4T6E+BwPDF5Lsvr34snh38NIfw75Xy3AX/DE+7T0o4ZASwAzqCKJIjADXhyeFsI4fxEpZn9FbgTf5z9szzXUOJ9TUSkFGqSF4lRCGEU/qHTgN2gaNdMM+tkZk9HY30Kzax34tioq8+NZvZdSnebUWbWN9O1zKyJmd1mZtPNbIWZfW9m51HC34HSus5F3YOeNrMZUTejX83sDTM7Mtp+DfBztPvxaV3fhkT7lNgdzcw6mtlj0fkLom5Mj5lZxwz7JrrX9TazgWb2iZktM7N5ZjbMzNqW9PyXxMyOMbN3zGxB9Fx9Z2ZXmNkGGfYN5uPMNjaz/0Qxr0l5nInncUszO9vMxkev1+iUc9Qxs9PM7FMzW2JmS6P7p2fqOlXWNbN4fH3N7KXofbXSzKaZ2Ytmtm/KPkNSX6+SYkirS30tBpnZx9HjmWJme0TbXiglru+ieFqk1fczs1fNu2WvNLMfzewWM9soy8d7anTtk9PqT4jql6W/tlHsK8ysQVQu1mXa/EPt8VHx55T3+JQMMdQ1s8vMbFLKc/5PM6ufzWNYVyGEqXjLIEDrlE27A3nAO+nJYXRcYQjh9QwtMifif6+eTq2Mnpd3ouLVab/zvdf/kay7EMKXIYQvQggFWe7/dgjhpdREJKqfBfxfVOydzbnMWw/7AlOAe9I2Xw0sBY61tLGcIYQVwHBgTzPbJptrVSQza4x3K14KXJO2+W7gF6CfmW2ZzfnifE1EpGxqQRSJX2KMT/oHsa2Aj/FvTp8EGuDf9ie+/R8NdADG4N3DGgEHAiPN7NQQwoNrL+AffkfhSehX0fk2Aq7Eu5JlH6x/yL4Pb1kYAUzCvx3Px7/tfiaKbSO8C9FX+AedhC/LOP9uwFtAk+j83+LdmAYDh5jZviGETzMcegb+DfMIvKvd7sBRwE5mtnMIYWWWj+9hvMvUdPzb6AXAHsD1QB8z2y+EkN7lrgXwEbAEeB4oBH5L2+dOoBfwCvAqRVtmHse7XE3Du0sF4DD8G/mepHUNLMc1Mz2+a4GrouOGR9fcFO+COBh/7tfX+Xjr00t40tAshPCRmU0EBphZy9QudVFc3fDX+bkQwryU+qvxD6TzgJeB34EdgQuic3UPISwqI55R0c8+wIMp9YlJQBoA3Ym6Z5pZM2BXYEwZrWTXAocCO+Gv74KofkGGfZ/CX//X8N/jAcBF+O/OCWXEv87MbDOgM7CYZKIIkHj+tzSzvBDCmmIHZ7Yv/t79KK0+8Tt+PEW7uoInRzXFquhn+t+Akuwd/XwjQ3Kz2Mw+wBPIPUi+TxM+AIbgz3ncrdd74L8nb4QQFqduCCEUmtnrwCn44822m2mulPc1EZEyKEEUiVHUYtMZTwjSk56ewI0hhMsyHPoo0B44JoQwLOV8G+EfzO4ysxEhhETCcD6eHD4PHJH4oGJmNwGflSPe7fCkZRHQK4QwIW17O4AQwuioFeUc4Mv0bm+lnN+Ax4CmwOAQwpMp247Cx7w8bmbbpX/Ywrs27ZbaGmJmTwHH4GM9n8ni+kPwD+svAH9OTQ7MWzqvBs7Ek4FUO+BJ3okZkseEXYCuIYSfUyvN7Bg8OfwC+GMIYUlUfwX+QXuQmb0SQkjvZpbNNdMfX188OfwZf/1mpG0v10QTpdgH6B5C+CKt/lG8m9oxeKtDquNT9knEszeeHH4IDAghLEjZNgR4BE/S/lZaMCGEyWY2FdjHzCylVWwffCxVbzxZHB3V98Zb194u47zXmLew7wTcUUYX8a2ALonk18wux788Oc7MLo1aQtZXb0u2yNcF2uJfmqwETk5LpD/CW312AN6JWgA/Br4vKVmMWrl2Br5LnZwGIIQw3MwW4K9jsa6uZYlezw7lOGRKCGFoea6xvswn+jkuKo7M8rDO0c8fStg+CU8QO1E8QUz8T/gjxX9fSorxXPzLuWx9GUIYXvZuWT0O8MdRadbxNRGRMihBFKlEKR/e6uH/cA/FWxBvDyH8krb7byQntUk9x054q9+zqckhQAhhQdTiMhwfk3FvtOkEvIXpotTEKoTws5ndhSc+2Tgd/7txfXpyGJ2vxFnostQDb0X6MDU5jM79tJmdhSfOPYH30o69K0NXuQfxZKQbWSSIeEK7Gk+60luOrgfOwlvz0hPEAuCCMhK1m9OTw8iJ0c9LEskhQAhhqZldjLfonUTxcUjZXDPd2dHP89OTw+ia6/v6JTyQITkET2j/jicRaz/wRt0sj8ZbB19L2f+v0c+TU5PDKNahZnYO/nqUmiBG3sZbY3YAxkdfdmyCv65N8QTxymjfRMti+gf29XFxasto9Po+iSfs+Xjr6Prai+I9AlbjrdKfpFZG1z8YT8h7RTeA5Wb2Kd6F9KG0lve2eOJcEWOTh1C+3gzv4uPYKtNNwPbAqyGE17M8pln0s6TJjRL1mZK6xJcGm2d5LYBz8S8Ps/UoRXt4lGR9HkdFWpfXRETKoARRpHIlErGAd0Mbg38IeyLDvl+V0C2ye/SzmWWeTj4xzmhb8LGHwNbAtBDCjxn2H032CeIe0c/XSt1r3e0S/Syp5eZtPDnsSvEEcVyG/adFPzNNJV+EmTXEW4Lm4JMGZdptJdHzmmZKCOH3Mi7xSQn1u+DJ++gM297Fu/N1XcdrptsDf+9V9DftGR9rCGG6mY0C9otagb+NNh2Ed5m9PS3h7Y53HzvCzI7IcMr6QOtMXVYzSCSIfYDxeOsheBLYATjPzJpE3ef2wbvglvSarYv1en9m6dpEy5352NVN8C+hbgUONbNuIYTENQkhjAe6mlk+3jVwF/w5/2N0O8XM9g4hzI8OaRn9TJRzJoTQO9fnzCXziVjOx7t6HltJl018odAq2wNCCB0qJpSqJ6bXRKRWUIIoUolCCBmzjhKU1OUs8SFtv+hWksbRz8Q3vyWNTytP17bEt8MVtfRFItaSWigS9Zm+pc407iuRbORlce3meGtua7JPmBOyeQ5L2qcZMC/TZA0hhNVmNgcfp7Yu10y3ETC/EmafLC22ofj79njg4qiuWPfSSEv8/1RZr0djkmPqSpI6DvH26Of0EMIPUdJ6EbCXmY0DuuAtEjkb05TeAhopz/uzvNcrxH9P7zGzTYDLgSuAUzPsO46UBDYaD/oo/oXJ1XirFEDifbNhruOtyqKeC3fi46H7pLYEZyHRstashO2J+kzvjwbRz6owW+z6PI6cW8/XRETKoARRpOoqadrvxD/qc0IId2VxnsT+Ja0ztXE5Ykr8829LxUyakIi1pJg2SduvIq79RQhhl1L3LC6btbdKez1bmFm94EsprBWNr2lFNDnROlwz3QKgpZk1yCJJTHRFLvZ/IovZQ0uL7QX88Qw2n6K+JbA/3mL+Vdq+C4E6IYQWrKcQwsxokpw/RpM29cbXpAN4H++yuy/e3RTKGH9YzXwc/eyWzc4hhE+iD+BvkWxpBe8CDMkvqXKmqo5BjMb03Q58gyci5W21T0wMVNLYvMTMzJnG9iWe56yvWYFjENfnceRUDl4TESmDEkSR6icxe2AvoMwEMZopbzI+W+FWGbqZ9i7ntfPxD/RlJYiJiS7K0zqSGLdWUkyJGQE/L8c5sxJCWGJmE4AuZtaiEr+R/gJvzfojxce8/RF//nL1eD/CZ7rtjydqpUl0I9wsw7b8dQ0ghLDczJ7Bx1Xui3fZrUvx1kPweA8wsy6Zxryug1H4bLen4x+iR0UxLTOzj/DXoXHKvtlYl/d5ZUt0YS3P0laJmSpTez38CswmOWFJuvV5LoZQxcYgRmOAb8JnXt4vhDBnHU6TWPqjr5nVCUXX8GsC7Akso/issODjsaGMmZ/TVNQYxI/wlsw9U7piA2u7MyeWV3on08G5kqPXRETKoHUQRaqZqDvYGOBPZnZipn3MbAczS+2W+Aj++/5PS1lXz8y2IDkRSDbuw7vFXRlN8pF+3dRZMOfjLUnlmWDhA/yb6p5mNjDt3APxpPgHvMWnItyGj2t7OFMrmZk1N7Pyti6W5eHo543ROMjEtRriH4QAHsrRtRKLdN9qGdaHTKsbh7ciDkqLqwVw83rGMTT6eVx0W40vvZLu9ujng2a2aYZ4G5nZHun1pUi0Cl4a/RyVtm17fNbPufgMo9lIdG0tz/u80kStpWdExdEp9d3M17pskOGYeiS7/64d6xvN/voe0MrMts5wuXV+LkIIvUMIVo5b7/JeozzM7Er89+8zvJWq1ETEzOqZ2Tbm6x6uFX0h9wbeOnpm2mHX4ssTPZ4+K2wk8d7OOukKIXQo5/M4JMvzLsEnmWpE8XUQz8If3+shhCJLXJjZVtHzUi/bx1CS8r4mIrLu1IIoUj0Nwj/QPhQN1P8Y7z7YDl8jbnt8solE15tb8ckqDgc+N1+zaiPgSPwD38HZXDSE8K2ZnYEvTPyFmb2IT2/eEl9GYxFRK1/UIvcx0CuarfEHorUTo8kxMp0/mNnxwJvA09H5vyc54+ti4LhQfImLnAghPGxmu+IfqH+Mnqep+AQqW+Ateo8Ap+Xwmk+Z2SH4azHBzIbjifWh0TWfTp/RdT2u9YaZ/R0fi/ZddK1pePfjnngrwZBo31+j1+1Y4EszewXvfjkAf89kmjgn2zg+iFq1j8Bn9H0pUzexEMIoM7sEuBGYZGav4kt0NMZbSfbCvyzon+Wl38GT3jb4cg4zU7aNwj/4tsZnCM62C+8o4EI8iX0Of48uCCFktSxBjqUuc2F4l+z98b8LPwH/SNl3U/y9fLeZvY+P5VoRHdMf7+Y9Gbgu7RrP4X9H+kXbU03Exz0ebWar8GU0Ap4Apc/SXGnMF5q/JK26ebS0R8IFiYQj+ht0Hf73agzw1wyTVqV3cW0LfIc/5g5p+54BjMWXH+oT7bc7/rfyB3x8aCZ98b/rVaW782V4747zzGxnfBKnbfFlhH6neAIM/vvRHv9bNiVRWUmviYisqxCCbrrpVsE3/ENSyHLfDtH+Q8vYrwn+D/szfMbF5fiH51fwBYsbpe3fFG8hm4F/EPwenwFuy0zXw1t5AtAhw7W74x8Uf8fHbs3EZ8YcmLbf1vhi6XPxD+YBGBJt6x2Vr8lw/s74t9W/4rNY/go8AXTOsO810Xl6r+tzmeG4A0kuyl6AT7ryCb5EwzYZXtvRpZyrxOcxZZ86+IfIcXh3s2XR63omPgYv0/upxGtm8fgGRK/XPHxm1ml4l9N90vbbALgFmB49D5Px1re6mWIo7bXIEMMVid8L4PAy9u2JL1MyM4pjNt7F7DYgv5yP/bPomvek1dfDf48CcHp53kvAefiH/pXRPlNSto2mhN99PBlf+zuRReyJ5/eaEurTb0vxltC/AxulHdMEXwLmEXxW1zl4S+48PJm5BGicIYb6+IRXH5cQ4254UrCQ5O98me+HiryR/FtT2q1Dyv4lPZ+pt/T3fuL9MaWEGDaLnutfo/fwL8AdQPMS9u8Une+OOJ+7DHG1wCeH+SV6HL/ivSDalbD/lPTnt7JeE910023dbxZCtl+SioiISG1nZpcCNwC7hMzrXcp6MrNb8a6b24a0bpsiIhVNCaKIiIhkzcw2xLuTjg8hHBR3PDVNtCzJj8C9IYQL4o5HRGofTVIjIiIiWQshrMDHpo4zs0Zxx1MDdQD+iXcNFhGpdGpBFBEREREREUAtiCIiIiIiIhKpcstctGrVKnTo0CHuMERERERERGLx2WefzQkhtI7j2lUuQezQoQPjxo2LOwwREREREZFYmFls68eqi6mIiIiIiIgAShBFREREREQkogRRREREREREACWIIiIiIiIiElGCKCIiIiIiIoASRBEREREREYkoQRQREREREREgywTRzPqb2UQzm2xml2TYfp6ZfWtm481slJm1T9m2xsy+jG4jchm8iIiIiIiI5E7dsnYwszzgHmA/YDrwqZmNCCF8m7LbF0B+CGGZmZ0O3AwcFW1bHkLYOcdxi4iIiIiISI6VmSAC3YDJIYSfAMxsGHAIsDZBDCG8k7L/R8DgdY5o4kTo3bto3ZFHwhlnwLJlMGBA8WOGDPHbnDkwcGDx7aefDkcdBdOmwbHHFt9+/vlw0EF+7VNPLb79iitg333hyy/h3HOLb7/hBujRA8aOhcsuK779jjtg553hrbfg738vvv3++6FzZ3jpJbj11uLbH38cNtsMnn4a7ruv+PZnn4VWrWDoUL+le/VVaNgQ7r0Xnnmm+PbRo/3nv/4FL79cdFuDBvDaa37/+uth1Kii21u2hOee8/uXXgofflh0e7t28MQTfv/cc/05TNWpEzzwgN8/5RT44Yei23fe2Z8/gMGDYfr0otu7d4cbb/T7hx8Oc+cW3d6nD1x5pd/ff39Yvrzo9gMPhAsu8Pvp7zvQe0/vPb+v917x7Xrv+X2994pv13tP7z3Qe0/vvaLb9d5bv/deJcsmQWwLTEspTwd2L2X/vwCvpZQ3NLNxwGrgphDC8PQDzOwU4BSAHTfYIIuQREREREREKt9Ts2evvb99w4bsGN3/7auvGJWyrU+zZvyhfv2Ki6NLl9HAXlHx3UETJvTOxXkthFD6DmYDgf4hhJOi8rHA7iGEszLsOxg4C9grhLAyqmsbQphhZlsCbwN9Qgg/lnS9/Pz8MG7cuHV+QCIiIiIiEq+VCxbw3dChzBg9mqVRi2Cjdu1o27s32w4ZwgYbbVSu883+8ktmjR3L7M8/Z+nMmayYO5c1K1eyYcuWtNx+e7Y64gg27dmz2HE/vfACH11xRannrtugAUeWI/94qkuXtfe3P+MMdjzzTAB+++QTRp1wwtptfR55hD9065b1eVOZ2WchhPwy4hhNCQniU126DAWOj4q/DJowoUO2186mBXEGsFlKuV1UV4SZ7QtcTkpyCBBCmBH9/MnMRgNdgRITRBERERERqb4WTJrEOyefzPKU1jSAhZMmsXDSJH4ePpy9H3yQjTp2zPqcn1x9NQsnTy5Wv2zWLJbNmsW0t96i87HHsuslxebTrDSNN9uMromurFG5gt0HJPoLTyttx/LIJkH8FOhoZlvgieHRwKDUHcysK3A/3tL4e0p9c2BZCGGlmbUC9sQnsBERERERkRpm9YoVjDnnnLXJYb2mTdn68MPBjMnPPsuqRYtYPns2Y849lwHPP09eOYeXtejShTb5+dRr0oR533zDjMTYSmDi44/Tbu+9+cPumUfDtejShfb771+svk69euWKoSSNNtmEbVNaECvaoAkTnq6I85aZIIYQVpvZWcDrQB7wcAhhgpldB4wLIYwAbgEaA/8zM4CpIYSDgW2B+82sEF9S46a02U9FRERERKSGmPLyyyz+5Ze15T1vvplNe/UCoM1uu/Hu6acDsHjKFKa8/DJbHX54VufdtFcvut90Ey223bZI/df33svX99yztjzjvfdKTBCbbb11hSZwpXUxHX/PPXxz771rtx3x8ceMv+cepo4cScGiRWzUuTM7nX02G3fvzsoFCzizbdv2T3Xp8hvQDPgGuGbQhAlFZhfK1MX0qS5dhgCPpIXW/qkuXVLHFV47aMKEa0p6HNm0IBJCeBV4Na3uqpT7+5Zw3Fhgh2yuISIiIiIi1dv0lBlQ6zVuzCYp4wI37dmTuo0asXrpUgCmvfVW1gliatfNVJvtt1+RBLGwoKDEc8wYPZrn9tyTgiVL2KBZM5pvuy1b/elPbN6vX1Yx5NKoE09k3oQJa8tzv/qKd049lT1vuYUvb7+dHs2atUrZfVfgxae6dNl30IQJ7xQ7WY7VqegLiIiIiIhI7TD/++/X3m/Uti1R70IArE4dGrdtm9x34sT1vt6in34qUm65444l7AkFCxeycsECwurVrJg7l1/ff5/3zzuPsZdeSlkTd+ba/O++Y6uBA+l83HHUqettdmHNGt4/7zyWzpzJ2IUL5wB34StBgOdtF2Vx6k+BC4HUWXfmR3WJ2xulnSCrFkQREREREZGyrFywYO39eo0bF9ueWrdy/vz1utayWbP4/Obk9CbNtt46Y2tgnXr1+EO3bjTdckvqN23KwsmTmfbWW4Q1awCYMmIErXfemY5HHbVe8ZTHDmedxfbRmogr5szhl1eTnTV3PPtsBp1yyi93T59+zlNdumwMHBltKnNK1EETJkwAJjzVpcv2QGIW1EWDJkz4V7axKUEUEREREZHcy9Qql6OWuvnff8+7Z57JslmzAGi4ySb0vu8+8tLWHdykZ0/+NGYM9Zs0KVI/c8wYRp9++tp4fnzuuUpNEDsceODa+41SWlUBOhxwQGpxUsr95hUaVERdTEVEREREJCdS1zdctWRJse2rovGHABs0X7d8Z/o77/DmsceuTQ6bbbUV+z3+OI023bTYvg1aty6WHIJPetO0Q4e15YVpXVUrWsM2bdbeT59FtUHKNpJdTAGMSqAEUUREREREcqL5Ntusvb9kxgxCYeHacigsZMn06cl9O3cu9/m/e+QRxvz1r6xetgyATfbck/2efJJGm2yyHlFXUuaVorSlNRJjEuOiBFFERERERHKi3T77rL2/eulSZo4Zs7Y8c8yYtYkdQLs+fYoc+1SXLmtv41NmJgUoXLWKj6+6ii/+9a+1SWenwYPZ6777MrYQJoy78UYWT51arH7mmDEsmjJlbXmjdUhWq7hVKfcbludAjUEUEREREZGc6HDQQXz3yCNr10Ice/HFbH3EEQBMfvbZtfs1ad++yDi8sow591xmjB69ttx8m21otPHGTHzssSL7Ndx4Y9rvv//a8s8vvsgPTz5Jm113pdVOO5HXoIFPUvPmm0XGQ3Y65phyPc5qYHrK/dZPdekyFJgABODxQRMm/FbSgUoQRUREREQkJ+puuCG97ryTt086iRVz5rBq8WK+e/jhIvts2KoVve68k7obbpj1eRf88EOR8vzvvy+ypEZCm912K5IgAhACv48bx+/jxhXbH2C7k04qV7JaTTwPXAnkReXjU7aNBpQgioiIiIhIxduoY0cOePFFvnvkEWa88w5LZs4EoPGmm9J2773Z9oQTikxmU5H2+c9/mPHuu/z20UcsmzWLFfPmQQg0aNOGVl270vHII2ndtWulxFKZBk2Y8PVTXbocDlwK7EA5uplaZS8KWZb8/PwwroTsXkREREREpKYzs89CCPll75l7mqRGREREREREACWIIiIiIiIiElGCKCIiIiIiIoASRBEREREREYkoQRQRERERERFACaKIiIiIiIhElCCKiIiIiIgIoARRREREREREIkoQRUREREREBFCCKCIiIiIiIhEliCIiIiIiIgIoQRQREREREZGIEkQREREREREBlCCKiIiIiIhIRAmiiIiIiIiIAEoQRUREREREJKIEUURERERERAAliCIiIiIiIhJRgigiIiIiIiKAEkQRERERERGJKEEUERERERERQAmiiIiIiIiIRJQgioiIiIiICKAEUURERERERCJKEEVERERERARQgigiIiIiIiIRJYgiIiIiIiICKEEUERERERGRiBJEERERERERAZQgioiIiIiISCSrBNHM+pvZRDObbGaXZNh+npl9a2bjzWyUmbVP2Xa8mU2KbsfnMngRERERERHJnTITRDPLA+4B9ge2A44xs+3SdvsCyA8h7Ag8C9wcHdsCuBrYHegGXG1mzXMXvoiIiIiIiORKNi2I3YDJIYSfQggFwDDgkNQdQgjvhBCWRcWPgHbR/X7AmyGEeSGE+cCbQP/chC4iIiIiIiK5lE2C2BaYllKeHtWV5C/Aa+t4rIiIiIiIiMSkbi5PZmaDgXxgr3IedwpwCsDmm2+ey5BEREREREQkS9m0IM4ANkspt4vqijCzfYHLgYNDCCvLc2wI4YEQQn4IIb9169bZxi4iIiIiIiI5lE2C+CnQ0cy2MLP6wNHAiNQdzKwrcD+eHP6esul1oK+ZNY8mp+kb1YmIiIiIiEgVU2YX0xDCajM7C0/s8oCHQwgTzOw6YFwIYQRwC9DWRhREAAAgAElEQVQY+J+ZAUwNIRwcQphnZtfjSSbAdSGEeRXySERERERERGS9WAgh7hiKyM/PD+PGjYs7DBERERERkViY2WchhPw4rp1NF1MRERERERGpBZQgioiIiIiICKAEUURERERERCJKEEVERERERARQgigiIiIiIiIRJYgiIiIiIiICKEEUERERERGRiBJEERERERERAZQgioiIiIiISEQJooiIiIiIiABKEEVERERERCSiBFFEREREREQAJYgiIiIiIiISUYIoIiIiIiIigBJEERERERERiShBFBEREREREUAJooiIiIhIhQoB3n4bhg+HVavijkakdEoQRUREREQqSGEhnH8+9OkDhx0GO+wAr7ziSaNIVaQEUURERESkAqxaBSecALffnqybOBEOPBD69YNvvokvNpGSKEEUEREREcmx5cvh8MPhsceSdXl5yftvvgk77QSnnQa//1758YmURAmiiIiIiEgOLVjgLYQvvZSsO+kkmD7dE8I60SfwwkK4/37o2BFuuQVWrownXpFUShBFRERERHJk1izo3RvGjEnWXXIJPPAAbLwx3HcffPUV9O2b3L5oEVx0EWy3HTz3nMYnSryUIIqIiIiI5MBPP0HPnp4AJvzrX3DjjWCWrNt+exg50ier6dy56PEDB3qC+dlnlRa2SBFKEEVERERE1tP48bDnnvDjj17Oy4NHHvEZTDMxgwED4Ouv4a67oEWL5Lb33oPddvMJbmbOrPjYRVIpQRQRERERWQ8ffAB77eXdSwE22ACefx6GDCn72Hr14OyzYdIkOPdcqFvX60OAoUOhUye4/npYtqyiohcpSgmiiIiIiMg6euUV2G8/n5gGoGlTeP11OPjg8p2nRQtfDmPCBDjooGT90qVw1VXeFfXJJ31iG5GKpARRRERERGQdPPEEHHKIL2kB0KYNjB7trYnrqlMnGDEC3noLdtghWT99OgweDD16wIcfrlfYIqVSgigiIiIiUk533QXHHgtr1ni5Qwd4/33o2jU35+/TB774wmc/bdMmWf/xx54kHnMM/PJLbq4lkkoJooiIiIhIlkLwLp/nnJOs2357H4fYsWNur5WXByef7OMTL74Y6tdPbhs2DLbZBi6/HBYvzu11pXZTgigiIiIikoU1a+CMM3zSmIQePXzW0U03rbjrNm0KN90E338PRxyRrF+xAm64wbulPvxwsjVTZH0oQRQRERERKcPKlTBoEPzf/yXr9t8f3ngDmjevnBi22AKeeQbGjIH8/GT9rFnwl7943ejRlROL1FxKEEVERERESrFkic8s+swzybpBg+DFF6FRo8qPp2dPH4v46KNFWy6//BL23hsOOwwmT678uKRmUIIoIiIiIlKCuXN9wpg330zWnX02PP64r2EYlzp14Ljj4Icf4OqroUGD5Lbhw2G77eCCC5LLb4hkSwmiiIiIiEgG06dDr17wySfJuuuugzvv9AStKmjUCK65xhPFwYOT9atWwa23+sQ5994Lq1fHFqJUM1XkrS0iIiIiUnVMnAh77gnffedlM0+0rrzS71c17dp5q2ZiGYyEOXPgzDNhp53g9dfji0+qDyWIIiIiIiIpxo3zcX5Tp3q5Xj3473/h9NPjjSsb3br5eoxPPw3t2yfrv/0W+veHAQOSSa9IJkoQRUREREQib7/tE73MmePlhg3hpZfgqKPijas8zODII31ZjBtugMaNk9teew122AHOOiv5GEVSKUEUEREREQGef96XrliyxMstWsCoUdCvX7xxrasNN4RLL4VJk+Ckk5JdY9esgXvu8fGJt98OBQXxxilVixJEEREREan1/vMfX4Q+kSy1bevrDe6xR7xx5cLGG8ODD8IXX3jraMKCBXDeebD99r5kRwjxxShVhxJEEREREam1QoCbboKTT4bCQq/r1Ak++MCXiqhJdtrJW0SHD4ett07WT5oEhx7qy3l89VV88UnVoARRRERERGqlwkJfK/DSS5N1u+ziLYepE7zUJGZwyCEwYQLcdhtstFFy2zvvQNeunizPmhVfjBKvrBJEM+tvZhPNbLKZXZJh+x/N7HMzW21mA9O2rTGzL6PbiFwFLiIiIiKyrlavhhNP9CQpYe+9PUlq0ya+uCpL/frwt7956+FZZ0FenteH4N1tO3aEG2+EFSvijVMqX5kJopnlAfcA+wPbAceYWXqD+1RgCPBUhlMsDyHsHN0OXs94RURERETWy/LlcPjh8OijybrDDoNXX4WmTeOLKw6tWsG//w3jx/sEPQlLlsBll8E22/iSGRqfWHtk04LYDZgcQvgphFAADAMOSd0hhDAlhDAeKKyAGEVEREREcmLhQl8PcERKv7a//AWeecZn/aytttvOE+SRI4uOvfzlFzj6aOjVCz79NL74pPLUzWKftsC0lPJ0YPdyXGNDMxsHrAZuCiEML8exIpKmsBDmz4fZs0u+hQC77go9evjPDTaIO2oREZH4/fabJ4dffpmsu/hi70qZWAKituvXzyeqefBBuPJKmDvX6z/4ALp1g8GD/flq1y7eOKXiZJMgrq/2IYQZZrYl8LaZfR1C+DF1BzM7BTgFYPPNN6+EkESqjjVr/I/v7Nnw+++lJ36zZ/u+a9aUfd5hw/xn/fqQn+/JYo8e0L27T3ctIiJSm/z8M+y3H/yY8in0llt8khopqm5dOP10OOYY+Pvf4a67YNUq3/bEE/Dcc3DhhXDRRdCoUbyxSu5ZKKNDsZl1B64JIfSLypcChBBuzLDvUODlEMKzJZyr1O0A+fn5Ydy4cdnGL1LlFBTAnDllJ3qJ27x5ld+vf8stkwljjx6+/lFicLqIiEhN8/XX3jL2669ezsvzFrITTog3rupi8mRPBl94oWj9ppt6a+LgwVBHayPklJl9FkLIj+XaWSSIdYEfgD7ADOBTYFAIYUKGfYeSkgCaWXNgWQhhpZm1Aj4EDgkhfFvS9ZQgSlWzYkXJyV2mFr+FCys+pmbNoHXrkm/LlsGHH8LYsT47WVmaNIHdd/dkcc89/X6zZhX/OERERCra2LFwwAG+KDz4sIunn/alHqR8Ro/2mU9Tu+iC91S6/Xbo2TOWsGqkKp0gApjZAOAOIA94OITwDzO7DhgXQhhhZrsBLwDNgRXArBBCFzPrAdyPT15TB7gjhPBQaddSgigVKQRYujT71r3Zs30Wr4rWokXpCV/i1qaNzzZWv3725549O5ksjh3rA8zLmrLazFsVU1sZt9pK4zNERKR6efVVGDjQZy0F/0L0pZdgr73ijas6W7PGZ3+9/PLiayUOHAg33wxbbBFPbDVJlU8QK5MSRCmPEGDRorKTvNSWvopez6dOHWjZsnhiV1LS17Kl9/WvLAUF/s3fBx94wvjBB8kuN6Vp3bpowrjrrtCgQcXHKyIisi6efBKGDPH1DsH/F48c6QvBy/pbvBhuugluvRVWrkzWJ9ZXvOyy2rdkSC4pQUyhBFGyEYIPLL/hhorv0lm3bnate4lbixbVqx9+CDB1arKFcexYn72srIlw6tWDXXbxLqmJpHGTTSonZhERkdLcdRecc06y3L49vPmmL/4uufXLL3DJJcnJ8RLatIHrr/clRDTPQfkpQUyhBFGyceut6z7r2AYbZN+ds3VrH4tX27pWLlniXVFTk8bE2I3SdOhQtJVxhx0qt3VURERqtxDg6qs9MUno0gVefx3ato0vrtrgww+95fDjj4vW77CDj0/s0yeeuKorJYgplCBKWYYN82mXExo0KN6Fs7QunY0b176Eb30VFsLEicluqWPHerksjRolJ7/p0QP22AOaN6/4eEVEpPZZswbOPhvuuy9Z1707vPyy9+6RildYCP/9r7coTp9edNtBB8G//gWdOsUTW3WjBDGFEkQpzejRPk11QYGXe/b0LiMbbhhrWLXSnDnw0UfJhPGTT5KTAJRmu+2Kdkvt2FEJu4iIrJ+CAjjuOJ+dNKF/f3j2Wa3TF4dly7y31003+f2EunXhzDPhqquUtJdFCWIKJYhSkm++8YQwMeZw223h/ff1B6aqWLXKxy6mdkudNq3s41q2LNotNT8fGjas+HhFRKRmWLIEDj8c3ngjWXfMMTB0aPlm/ZbcmznTZzsdOrRofYsWcM01cNppPqeBFKcEMYUSRMlkxgzvnpjorrDJJt7XvX37eOOS0k2bVnSJjS++SM4mV5K6dX2GudSksV27yolXRESql7lzfY3D1HFvZ50Fd95ZvSaMq+k++8zHJ44ZU7R+m2282+mAAepNlE4JYgoliJJu4ULo1Qu+/trLjRv7H5idd443Lim/ZcuKT34zb17Zx22+edGEcccd9Y2jiEhtN3069O0L332XrLv2WrjySiUbVVEI8PzzcOGF8PPPRbcdfLCPXVQPoiQliCmUIEqqggLYf394+20v163ri97ut1+8cUluhAA//FA0Yfz227KPa9gQunVLJozdu6ursYhIbfLDD/5ZYOpUL5vB3XfDGWfEG5eUbeVKX4bk+ut9LcWEAw6AF17QF8AJShBTKEGUhMJCH3D+5JPJukcf9TqpuebPT05+88EH3m0odYB7SbbZJpkw7rmnz5Km7kUiIjXPZ5/5BDRz5ni5bl14/HE4+uh445Ly+f13uOIKePDBZN3gwf5ZT/+/lSAWoQRREi65BP75z2T5H/+Ayy6LLx6Jx+rVMH580VbGX34p+7gWLbxlMZE07rabZrITEanu3nnHuyMuWeLlhg3huec8YZTq6fLL4YYbkuVzz4XbblM3YSWIKZQgCsA99/gg84RTT/V1jWr7HwtxM2YUnfzm8899FtXS5OXBppt615W6dbP7WVX3rVNHvwsiUvs8/7zPTppY6qp5c3jlFf8yUKqvEHw20wceSNapUUAJYhFKEGX4cPjTn/wPBvjCqs8/7x+ORTJZvty7HKW2Ms6eHXdUFSuXiWf9+n7bYIPS75e1vax98/LiftZEpLp66CE45RQffgL+hd8bb0CXLvHGJbmxZg0cdZS3Bifcf7+/5rWVEsQUShBrt7FjoU8fWLHCy7vv7hPUaFYrKY8QYPLkognjhAnJLx0kHnXq5C7ZzGXimrifl6eWWZGq6Oab4eKLk+WOHT057NAhtpCkAqxc6ctdJCYmrFMHnnnG17isjZQgplCCWHtNnOhjxRLLHmy9tX+wb9063rikZli82N9bq1d7d9Rsf5Zn38o6NvENuuSWWdFEsnHj0m+NGpW9T+JWv76ST5HyCgEuusjXyUvo2hVGjoQ2beKLSyrO4sWw997eKwj8b+drr8E++8QbVxziTBDVaU+qhFmzfDmLRHLYurX/A1ByKLnSpInfaoLCQk8Wc5GYrlrl43kSt5Uri9/PVFfe7StXVv0W3BC890KiB0Muuynn5WWfTGabfDZqpJn+pOZavRpOPhmGDk3W7bUXjBgBTZvGFpZUsCZNPCHs2dOXMikogEMO8cmJ8mNJlWonJYgSuyVL4MADk4umNmwIL78MW20Vb1wiVVWdOsmukdXJmjUVk4Dm6lxr1lTsY1+40G+51LBh+Voys9lXrZ0St+XLfcmKESOSdYce6gupb7hhfHFJ5Wjd2rsQ77mnT0q3ZIk3Irz/PnTuHHd0tYMSRInVqlVwxBHJrgR16sDTT/si6CJSs+TleUJTVccUr1mTTBhXrIClS/2DSXluJR2TmHUx15Yt81suWzvr1i05mUyM1axTx29l3S/PvtXlfnpdXh40aKCkOlcWLvQWo3ffTdadeKJPWKLJ6mqP9u3h9dehVy9fH3nOHOjb19dHbtcu7uhqPv2qSWwS0xqPHJmsu+8+b00UEalsiQ/6DRpAs2a5PXdBQcnJ4/okohVh9WpYsMBvkp02bWCXXWDXXZM/N99cSWN5/fabr2f45ZfJuosugptu0nNZG3XpAq++6pMXLlsGU6dCv37w3nvQsmXc0dVsmqRGYnPNNXDttcnyFVfA9dfHFo6ISLVSWOhd8da3dTP1tnixJ4iy/lq0KJo07rKLD51QopPZzz97C9Hkycm6m2+GCy+MLyapGkaO9CXPEn+b9tgD3nrLeznUZJrFNIUSxNrhoYfgpJOS5SFD4OGH9Y9TRCRuBQWZk8rFi31bYaF3xy0szN39XJ+vMuNaudKHS2SjWTOfhTM1aezUSZMNffONJ4e//urlOnXgwQe9a6kI+PjTP/85OdlZv34+RrW6jcUvDyWIKZQg1nyvvgoHH5ycEKJvX5+Upl69eOMSEREpr8JCmDQJPv/cx9N//rnfsp2QqHFj2HnnoknjNtvUnvF2Y8fCAQckuzRvsAEMG+aT0oikuvtuOPvsZPmYY+CJJ2ruFyxKEFMoQazZxo3zaaqXLfNy164+EL2mLD8gIiISAvz0UzJZ/OwzvyWWcipLgwaw005Fk8YuXWreF6mvveaLoC9f7uUmTbxVqHfvWMOSKuzqq+G665Lls86Cu+6qmT3QlCCmUIJYc/30E3TvDr//7uX27eHDD2GTTeKNS0REpKKF4JNspCeNif+JZalfH3bcsei4xh128Ba36uipp+D445PjyhLrH++yS7xxSdUWgieF996brLv2WrjqqvhiqihKEFMoQayZ5syBHj28Gw5A8+berWSbbeKNS0REJC4h+Li7RNfUxM8ZM7I7vm5d2H77oknjTjt5C2RV9u9/w1//miy3b+/r3nXqFF9MUn2sWePjEZ9+Oll3771w+unxxVQRlCCmUIJY8yxb5lMUf/SRlzfYAEaN8gVQRUREpKjffku2NCYSx19+ye7YvDzYdtuiSePOO/tYx7iF4DOYp3YR7NLF17tr2za2sKQaKijwZdHefNPLZj529cgj440rl5QgplCCWLOsWQMDB8Lw4V42g2efhT/9Kd64REREqpO5c4snjT/+mN2xZtC5c9GksWvX3K/3WZrCQp9gJLVr4B57wCuv+JIgIuW1ZIk3QHzyiZfr1fNJD/v2jTeuXFGCmEIJYs2RqZ/4XXcVnYFKRERE1s2CBb6ofGoX1R9+SC4FUJatty6+VmNFJGsFBT7ecNiwZF3//v6FcU1fy04q1pw50KsXfP+9lxs18l5qu+8eb1y5oAQxhRLEmuOf/4RLLkmWL7gAbrklvnhERERqusWL4auvii658e233oKXjQ4diieNbdqsezxLl/pMpa+/nqw7+mh49NGavYadVJ5p03zY0rRpXm7RAt5/37taV2dKEFMoQawZnnwSBg9Olo8+2utq6lo1IiIiVdWyZTB+fNGk8ZtvkjOIlqVdu2SymEgcN9207OPmzvU1Dj/+OFl35pnem0ifBySXvv8eevb09xz4e/aDD2DzzeONa30oQUyhBLH6GzUK9t8fVq3ycu/ePnV1dZ2KW0REpKZZscKTxNTZU8eP9+6g2dh44+JJ42abJdejmzHDx4J9+23ymGuu8eUIauKadRK/Tz+Fvff2Vmvwcbfvvw+tWsUb17pSgphCCWL19tVX3hd88WIvb789jBkDG20Ub1wiIiJSuoICT+hSk8avvkouZF+WVq2SE+AMG5acedXMl7Y488yKi10E4K23vNU68UXHbrt5w0WTJvHGtS6UIKZQglh9TZ0K3bvDzJlebtsWPvzQv1EUERGR6mf1au++l5o0fvFFspWmLHXrwmOPwTHHVGycIgnPPuvLXSRSnD59fLbc6taTTQliCiWI1dP8+d73O9GVpGlTb9bfYYd44xIREZHcWrMGJk0quuTG55/DokVF92vQAJ5/3mcsFalM998Pp52WLA8c6K3aeXnxxVReShBTKEGsflau9HEG773n5Xr1fLayvfeONy4RERGpHIWF8PPPyWTxt998Watddok7Mqmt/v53uPLKZPnUU+G++6rPGNg4E8S6cVxUao7CQjjuuGRyCDB0qJJDERGR2qROHdhqK78deWTc0YjA5ZfD7Nk+ay54q2Lr1nD99fHGVR1okmFZLxddBM88kyz/858waFB88YiIiIiImMHtt8Of/5ys+/vfkwmjlEwJoqyzO++EW29Nls86Cy68ML54REREREQS6tSBRx7x5dcSzjnH1+aWkilBlHXy7LPwt78ly4cdBnfcUX36dYuIiIhIzVevHvzvfz7TfsKQIfDaa7GFVOUpQZRyGzMGBg9OTh/co4d/E1OdZoYSERERkdqhUSN4+WXo0sXLq1fD4YfD2LHxxlVVKUGUcvnuOzjkEJ+5FKBTJxgxwqeyFhERERGpilq08Fn227f38vLlcMAB8M038cZVFSlBlKzNnOlrGc2f7+U//AFGjoSWLeONS0RERESkLG3bwptv+mymAAsWQL9+MGVKrGFVOVkliGbW38wmmtlkM7skw/Y/mtnnZrbazAambTvezCZFt+NzFbhUrkWLYMAAmDrVy40awSuvwBZbxBuXiIiIiEi2Onb0Bo4mTbw8cybstx/8/nu8cVUlZSaIZpYH3APsD2wHHGNm26XtNhUYAjyVdmwL4Gpgd6AbcLWZNV//sKUyFRTAwIHw1VdezsvzSWp23TXeuEREREREymuXXeDFF6F+fS9Pnuy95BYtijeuqiKbFsRuwOQQwk8hhAJgGHBI6g4hhCkhhPFAYdqx/YA3QwjzQgjzgTeB/jmIWypJCHDyyd4cn/Dgg/5LJCIiIiJSHe29Nwwb5kthAHzxhc+zsWJFvHFVBdkkiG2BaSnl6VFdNrI61sxOMbNxZjZu9uzZWZ5aKsOVV8JjjyXL114LJ5wQXzwiIiIiIrlw2GFw//3J8ujRMGiQz3Jam1WJSWpCCA+EEPJDCPmtE6NGJXb33w//+EeyfNJJnjCKiIiIiNQEJ50EN96YLL/wApx2WnI5t9oomwRxBrBZSrldVJeN9TlWYjRiBJxxRrI8YADcdx+YxReTiIiIiEiuXXwxnHdesvzQQ3DZZfHFE7dsEsRPgY5mtoWZ1QeOBkZkef7Xgb5m1jyanKZvVCdV2Mcfw9FHQ2E0ojQ/H55+GurWjTcuEREREZFcM4NbboHjjkvW3XQT3HZbfDHFqcwEMYSwGjgLT+y+A54JIUwws+vM7GAAM9vNzKYDRwD3m9mE6Nh5wPV4kvkpcF1UJ1XUpElw4IG+eCjAllvCyy9D48bxxiUiIiIiUlHq1IH//Mc/Byecf37RuThqCwtVrINtfn5+GDduXNxh1Eq//w49esCPP3q5ZUsYOxY6dYo3LhERERGRyrB8OfTtC++/7+W8PB+XeNBBlRuHmX0WQsiv3Ku6KjFJjcRv6VL/xiSRHDZo4C2HSg5FREREpLZo0ABeegl23NHLa9bAkUfCmDHxxlWZlCAKq1fDUUfBp596uU4dXxdmjz3ijUtEREREpLJttBG8/roPtQJfG/Ggg+Crr+KNq7IoQazlQvDZSl95JVl3991w8MHxxSQiIiIiEqeNN4Y33oA//MHLCxdC//7J3nY1mRLEWu4f/4AHH0yWL70UTj89vnhERERERKqCrbbylsRmzbw8a5aPT/z113jjqmhKEGuxoUOLLnw/eLAnjCIiIiIiAjvt5GMSN9zQyz/95C2JCxbEG1dFUoJYS73+Opx8crK8776+KKhZfDGJiIiIiFQ1vXrBM8/4jKYA48f7cKzEsnA1jRLEWujzz2HgQJ+cBnyWpueeg/r1441LRERERKQqOuggb0xJGDPGJ3lMfJ6uSZQg1jJTpsABB8CSJV7ebDN47TVo2jTWsEREREREqrTjj4d//StZfuklOOkkKCyML6aKoASxFpk3z/tMz5rl5Y02gpEjYdNN441LRERERKQ6OP98uPjiZPnRR+Gii3xlgJpCCWItsXy595WeONHL9evDiy/CdtvFG5eIiIiISHVy443wl78ky7feCjffHF88uaYEsRZYs8ZnKP3gg2Td44/DH/8YX0wiIiIiItWRGfzf/8GhhybrLrmk6BjF6kwJYg0XAvztb/D888m6226DI4+MLyYRERERkeqsbl3473+hd+9k3SmnwAsvxBZSzihBrOFuvRX+/e9k+W9/85uIiIiIiKy7DTf0IVtdu3q5sBCOOQZGj441rPWmBLEGGzYMLrwwWT7iiKIzL4mIiIiIyLpr2tRXBNh6ay+vXOnzfnz+ebxxrQ8liDXU6NE+FW9Cr17w2GNQR6+4iIiIiEjO/OEP8OabsMkmXl682FcOmDQp3rjWldKFGujrr33QbEGBl7fdFoYP92ZwERERERHJrQ4d4I03fBk5gNmzoW9fmDkz1rDWiRLEGmb6dBgwABYu9PImm/hahy1axBuXiIiIiEhNtv328Mor0KCBl6dMgX79YP78WMMqNyWINcjChZ4cTp/u5SZN4NVXYfPN441LRERERKQ26NEDnn3WZzkF+OYbOPBAWLYs3rjKQwliDbFyJRx2mHcvBX9TPvcc7LxzvHGJiIiIiNQmAwbA0KHJ8tixMHAgrFoVW0jlogSxBigshBNOgHfeSdY9/DDst198MYmIiIiI1FZ//jPccUey/Npr/nm9sDC+mLKlBLEGuPRSX6gz4YYb4Nhj44tHRERERKS2O+ccuPzyZPnJJ+G88yCE+GLKhhLEau7uu+Hmm5Pl006DSy6JLx4REREREXHXXw+nnpos33mnN+ZUZUoQq7EXXoC//jVZPvhgTxjN4otJREREREScGdxzj49BTLjiCrj//vhiKosSxGpq7FgYNCjZRL377t7NNC8v3rhERERERCQpLw+eeAL69EnWnX66z3ZaFSlBrIYmToSDDoIVK7y89dbw0kvQsGG8cYmIiIiISHEbbOC9/3bbzcsheGPPW2/FG1cmShCrmVmzoH9/mDfPy23awMiR0Lp1vHGJiIiIiEjJEmuUd+7s5VWr4NBD4dNP440rnRLEamTxYjjgAJgyxcsNG8LLL8NWW8UaloiIiIiIZKFVK3jjDWjXzstLl8L++8P338cbVyoliNXEqlVw5JHw+edezsuDZ55JNlOLiIiIiEjVt/nmniS2aOHluXOhb1+YNtamTowAAA8ySURBVC3euBKUIFYDIfj0uCNHJuvuu89bE0VEREREpHrZdlvvbtqokZenTYN+/TxZjJsSxCpuzRpfZPORR5J1V14JJ58cX0wiIiIiIrJ+dt8dnn8e6tXz8nffwYABsGRJvHEpQazCVqyAo4+Gf/87WXfCCXDttfHFJCIiIiIiudG3Lzz+eHId808+gcMPjzcmJYhV1Pz53sycuj7KEUf4opqJN5CIiIiIiFRvRx0Fd9+dLL/xRnyxgBLEKmnaNOjVC957L1l3zjkwbFiyCVpERERERGqGM86Aa66JOwqnBLGK+eYb6N4dJkxI1t1yC9x+O9TRqyUiIiIiUiNddRWcdVbcUShBrFLefRd69oQZM7xcrx488QRccIG6lYqIiIiI1GRmcOedPgdJnJQgVhH/+58PUl240MtNmvjUt3/+c7xxiYiIiIhI5ahTBx59NOYY4r28ANx1lw9OLSjw8sYb+/jDffeNNy4REREREalc9evHe30liDEqLISLLvIJaELwus6d4cMPYeed441NRERERERqn7pxB1BbFRTAiSfCk08m67p3h5degpYt44tLRERERERqLyWIMVi0yBfAfOutZN3BB8N//wsNG8YXl4iIiIiI1G5ZdTE1s/5mNtHMJpvZJRm2b2BmT0fbPzazDlF9BzNbbmZfRrf/y2341c+vv8JeexVNDk89FZ57TsmhiIiIiIjEq8wWRDPLA+4B9gOmA5+a2YgQwrcpu/0FmB9C2NrMjgb+CRwVbfsxhKARdcDEidC/P0yZkqy7/nq4/HItYyEiIiIiIvHLpgWxGzA5hPBTCKEAGAYckrbPIUBiQtZngT5mSnlSffgh9OiRTA7z8uChh+CKK5QcioiIiIhI1ZBNgtgWmJZSnh7VZdwnhLAaWAgkplrZwsy+MLN3zazXesZbLY0YAfvsA/PmeblhQ6878cR44xIREREREUlV0ZPU/ApsHkKYa2a7AsPNrEsIYVHqTmZ2CnAKwOabb17BIVWuBx6A00/3JS0AWrWCV16Bbt3ijUtERERERCRdNi2IM4DNUsrtorqM+5hZXaAZMDeEsDKEMBcghPAZ8CPQKf0CIYQHQgj5IYT81q1bl/9RVEEhwNVX+wQ0ieRwyy29q6mSQxERERERqYqySRA/BTqa2RZmVh84GhiRts8I4Pjo/kDg7RBCMLPW0SQ3mP1/e3cfo1V5p3H8+yvIS6VScLcNL7a6kdpq41o7bYq0tF0lC1oFUtrFoEI0mo1Fuqsp0ZD0D5rYGrdbTWjdGmWLSouCFScWfKOGbZWtDF3jVtGVWqOICopvlSoM/PaP85ABysuD4tznmfl+EsJz7nmGc01yh5lrzn3OHX8HjAKePjTR66uzEy68EObO7Rpra4OHHoJjjy2XS5IkSZL254BLTDOzMyJmAvcAfYD5mflYRMwFOjKzHbgRuDki1gGbqUokwFhgbkRsA3YA/5yZm9+PL6Qu3noLvvlNWLasa2z8eFi8GAYNKpdLkiRJkg4kMrN0ht20tbVlR0dH6RjvyqZNcMYZsHp119iMGdV9iIcdViyWJEmSpBYSEWsys63EuZtZYqom/PGP1TYWu5bDOXNg/nzLoSRJkqTW8H4/xbRX6Oiorhxu3FgdR8C8eXDxxWVzSZIkSdLBsCC+R3ffDVOmVPceAgwYAD//OUyeXDaXJEmSJB0sl5i+BwsWwJlndpXDIUPg/vsth5IkSZJakwXxXciE73+/egBNZ2c19rGPwYMPwpgxRaNJkiRJ0rvmEtODtH07zJoFP/lJ19iJJ8Ly5TB8eLlckiRJkvReWRAPwl/+AtOmwR13dI199avV8eDB5XJJkiRJ0qHgEtMmbd4M48btXg6nTq2uHFoOJUmSJPUEFsQmPPssfPGL1T2GO116KSxcCP37l8slSZIkSYeSS0wP4NFHYcIE2LCha+yHP6wKoiRJkiT1JBbE/XjgAZg0Cd54ozru16/a2mLq1LK5JEmSJOn9YEHch1tvhfPOg61bq+MjjoClS6uH0kiSJElST+Q9iHvxox9VVwl3lsPhw+E3v7EcSpIkSerZLIi72LEDLrts9/sLP/UpWLWq2utQkiRJknoyl5g2vPMOzJgBixZ1jY0ZA+3tMHRosViSJEmS1G0siMDrr8PkydVDaXaaPLnaxmLgwHK5JEmSJKk79folphs2wNixu5fDiy+GxYsth5IkSZJ6l15dENeuhdGjq70Od7rySpg3D/r0KZdLkiRJkkrotUtMH3wQzjwTXn21Ou7bF264AaZPL5tLkiRJkkrplQVx6VI4+2x4++3q+PDDYckSGD++bC5JkiRJKqnXLTG97jr4+te7yuFHPgIrV1oOJUmSJKnXFMRMmDOnegDNjh3V2LHHwkMPwWc/WzabJEmSJNVBr1hium0bXHghLFjQNfa5z8Fdd1VXECVJkiRJvaAg/vnPMGUK3HNP19jpp8Ntt1X3HkqSJEmSKj16ielLL8FXvrJ7OTz/fLjzTsuhJEmSJO2pxxbEp56CU06BNWu6xr773Wori749/rqpJEmSJB28HlmVHn4YzjgDXn65Ov7AB6qnl150UdlckiRJklRnPa4gLlsG3/gGbNlSHQ8cCIsWwVlnlc0lSZIkSXXXo5aYzp9fFcGd5XDoUFixwnIoSZIkSc3oEQUxE773PbjgAti+vRr7+MerPQ5Hjy6bTZIkSZJaRcsvMe3shJkz4ac/7Ro76aRqqemwYeVySZIkSVKraemCuGULnH02tLd3jZ12Gtx+OxxxRLlckiRJktSKWnaJ6SuvVGVw13I4bRr86leWQ0mSJEl6N1qyID7zDIwZA6tWdY3Nng033QT9+hWLJUmSJEktreWWmD7yCEyYAC++WB1HwDXXwKxZZXNJkiRJUqtrqYK4YgVMngxvvlkd9+sHt9xS7XsoSZIkSXpvWmaJ6cKF1ZXDneVw8GC4917LoSRJkiQdKrUviJlw9dVwzjmwbVs1NmIE/Pa38OUvl80mSZIkST1JrZeY7tgBl14K117bNXbCCbB8ORx1VLlckiRJktQT1bYgvv02nHceLF7cNTZ2LCxdCkOGlMslSZIkST1VLQvia6/BpEmwcmXX2JQpcPPNMGBAuVySJEmS1JM1dQ9iRIyPiCcjYl1EXL6Xj/ePiFsbH/9dRBy9y8euaIw/GRH/eKBzbd0KX/rS7uXwkktg0SLLoSRJkiS9nw54BTEi+gA/BsYB64HVEdGemY/v8rYLgFcz89iImApcBfxTRBwPTAVOAIYD90fEJzJz+77O98QTXQ+jAbjqKvjOd6r9DiVJkiRJ759mriB+HliXmU9n5lZgETBxj/dMBBY0Xi8BTo2IaIwvysx3MvNPwLrGv7dPO8th375w000we7blUJIkSZK6QzMFcQTw3C7H6xtje31PZnYCrwNHNvm5u+nfHwYNgmXL4Nxzm0gnSZIkSTokarEPYkRcFBEdEdFx5JGbWbkSxo0rnUqSJEmSepdmCuLzwK67Do5sjO31PRHRFxgMvNLk55KZ12dmW2a2DRs2lJNPbv4LkCRJkiQdGs0UxNXAqIg4JiL6UT10pn2P97QD0xuvpwC/zsxsjE9tPOX0GGAU8PChiS5JkiRJOpQO+BTTzOyMiJnAPUAfYH5mPhYRc4GOzGwHbgRujoh1wGaqEknjfbcBjwOdwLf29wRTSZIkSVI5UV3oq4+2trbs6OgoHUOSJEmSioiINZnZVuLctXhIjSRJkiSpPAuiJEmSJAmwIEqSJEmSGiyIkiRJkiTAgihJkiRJarAgSpIkSZKAGm5zERGbgLeAl0tnUcv4G5wvao5zRc1yruhgOF/ULOeKmnVcZn6oxIn7ljjp/mTm30ZER6l9P9R6nC9qlnNFzXKu6GA4X9Qs54qaFRHFNoZ3iakkSZIkCbAgSpIkSZIa6loQry8dQC3F+aJmOVfULOeKDobzRc1yrqhZxeZK7R5SI0mSJEkqo65XECVJkiRJ3ax2BTEixkfEkxGxLiIuL51H9RQRR0XEAxHxeEQ8FhHfLp1J9RYRfSLifyLirtJZVG8R8eGIWBIRT0TE2ogYXTqT6iki/rXxPegPEfGLiBhQOpPqIyLmR8TGiPjDLmNDI+K+iHiq8feQkhlVD/uYK1c3vg89GhF3RMSHuytPrQpiRPQBfgxMAI4Hzo6I48umUk11Apdl5vHAF4BvOVd0AN8G1pYOoZZwLXB3Zn4S+HucN9qLiBgBzALaMvPTQB9gatlUqpmfAeP3GLscWJGZo4AVjWPpZ/z1XLkP+HRmngj8H3BFd4WpVUEEPg+sy8ynM3MrsAiYWDiTaigzX8jM3zdev0n1A9yIsqlUVxExEjgDuKF0FtVbRAwGxgI3AmTm1sx8rWwq1VhfYGBE9AU+CGwonEc1kpn/BWzeY3gisKDxegEwqVtDqZb2Nlcy897M7Gwc/jcwsrvy1K0gjgCe2+V4Pf7QrwOIiKOBzwC/K5tENXYNMBvYUTqIau8YYBPwn40lyTdExOGlQ6l+MvN54N+AZ4EXgNcz896yqdQCPpqZLzRevwh8tGQYtYzzgeXddbK6FUTpoETEIOB24F8y843SeVQ/EfE1YGNmrimdRS2hL3AycF1mfgZ4C5eAaS8a945NpPqlwnDg8Ig4p2wqtZKsthJwOwHtV0TMobq1amF3nbNuBfF54Khdjkc2xqS/EhGHUZXDhZn5y9J5VFtjgLMi4hmqZev/EBG3lI2kGlsPrM/MnSsSllAVRmlPpwF/ysxNmbkN+CVwSuFMqr+XImIYQOPvjYXzqMYiYgbwNWBaduPehHUriKuBURFxTET0o7rZu71wJtVQRATVPUJrM/PfS+dRfWXmFZk5MjOPpvo/5deZ6W/5tVeZ+SLwXEQc1xg6FXi8YCTV17PAFyLig43vSafiA410YO3A9Mbr6cCdBbOoxiJiPNXtMWdl5pbuPHetCmLjRsyZwD1U/8nelpmPlU2lmhoDnEt1NeiRxp/TS4eS1CNcAiyMiEeBk4ArC+dRDTWuMi8Bfg/8L9XPVNcXDaVaiYhfAKuA4yJifURcAPwAGBcRT1Fdhf5ByYyqh33MlXnAh4D7Gj/n/ke35enGq5WSJEmSpBqr1RVESZIkSVI5FkRJkiRJEmBBlCRJkiQ1WBAlSZIkSYAFUZIkSZLUYEGUJEmSJAEWREmSJElSgwVRkiRJkgTA/wOQ8rYOGW2begAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IBS: 0.12\n"
     ]
    }
   ],
   "source": [
    "from pysurvival.utils.display import integrated_brier_score\n",
    "ibs = integrated_brier_score(xst, X_test, T_test, E_test, t_max=12, figure_size=(15,5))\n",
    "print('IBS: {:.2f}'.format(ibs))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The IBS is equal to 0.1 on the entire model time axis. This indicates that the model will have good predictive abilities."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6 - Predictions\n",
    "### 6.1 - Overall predictions\n",
    "Now that we have built a model that seems to provide great performances, let's compare the time series of the actual and predicted number of customers who stop doing business with the SaaS company, for each time t."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pysurvival.utils.display import compare_to_actual\n",
    "results = compare_to_actual(xst, X_test, T_test, E_test,\n",
    "                            is_at_risk = False,  figure_size=(16, 6), \n",
    "                            metrics = ['rmse', 'mean', 'median'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model provides very good results overall as on an entire 12 months window, it only makes an average absolute error of ~7 customers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2 - Individual predictions\n",
    "Now that we know that we can provide reliable predictions for an entire cohort, let's compute the probability of remaining a customer for all times t.\n",
    "\n",
    "First, we can construct the risk groups based on risk scores distribution. The helper function `create_risk_groups`, which can be found in `pysurvival.utils.display`, will help us do that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pysurvival.utils.display import create_risk_groups\n",
    "\n",
    "risk_groups = create_risk_groups(model=xst, X=X_test,\n",
    "    use_log = True, num_bins=30, figure_size=(20, 4),\n",
    "    low={'lower_bound':0, 'upper_bound':1.65, 'color':'red'},\n",
    "    medium={'lower_bound':1.65, 'upper_bound':2.2,'color':'green'},\n",
    "    high={'lower_bound':2.2, 'upper_bound':3,  'color':'blue'}\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, it is possible to distinguish 3 main groups: **low**, **medium** and **high** risk groups. Because the C-index is high, the model will be able to rank the survival times of a random unit of each group, such that $t_{high} \\leq t_{medium} \\leq t_{low}$.\n",
    "\n",
    "Let's randomly select individual unit in each group and compare their likelihood to remain a customer. To demonstrate our point, we will purposely select units which experienced an event to visualize the actual time of event."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initializing the figure\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "\n",
    "# Selecting a random individual that experienced an event from each group\n",
    "groups = []\n",
    "for i, (label, (color, indexes)) in enumerate(risk_groups.items()) :\n",
    "\n",
    "    # Selecting the individuals that belong to this group\n",
    "    if len(indexes) == 0 :\n",
    "        continue\n",
    "    X = X_test.values[indexes, :]\n",
    "    T = T_test.values[indexes]\n",
    "    E = E_test.values[indexes]\n",
    "\n",
    "    # Randomly extracting an individual that experienced an event\n",
    "    choices = np.argwhere((E==1.)).flatten()\n",
    "    if len(choices) == 0 :\n",
    "        continue\n",
    "    k = np.random.choice( choices, 1)[0]\n",
    "\n",
    "    # Saving the time of event\n",
    "    t = T[k]\n",
    "\n",
    "    # Computing the Survival function for all times t\n",
    "    survival = xst.predict_survival(X[k, :]).flatten()\n",
    "\n",
    "    # Displaying the functions\n",
    "    label_ = '{} risk'.format(label)\n",
    "    plt.plot(xst.times, survival, color = color, label=label_, lw=2)\n",
    "    groups.append(label)\n",
    "\n",
    "    # Actual time\n",
    "    plt.axvline(x=t, color=color, ls ='--')\n",
    "    ax.annotate('T={:.1f}'.format(t), xy=(t, 0.5*(1.+0.2*i)),\n",
    "        xytext=(t, 0.5*(1.+0.2*i)), fontsize=12)\n",
    "\n",
    "# Show everything\n",
    "groups_str = ', '.join(groups)\n",
    "title = \"Comparing Survival functions between {} risk grades\".format(groups_str)\n",
    "plt.legend(fontsize=12)\n",
    "plt.title(title, fontsize=15)\n",
    "plt.ylim(0, 1.05)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we can see that the model manages to provide a great prediction of the event time."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7 - Conclusion\n",
    "We can now save our model so as to put it in production and score future customers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving the model to disk as /Users/xxx/Desktop/churn_csf.zip\n"
     ]
    }
   ],
   "source": [
    "# Let's now save our model\n",
    "from pysurvival.utils import save_model\n",
    "save_model(xst, '/Users/xxx/Desktop/churn_csf.zip')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In conclusion, we can see that it is possible to predict when customers will stop doing business with the company at different time points. The model will help the company be more pro-active when it comes to retaining their customers; and provide a better understanding of the reasons that drive churn."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "\n",
    "## References:\n",
    "* [Churn definition from hubspot.com](https://blog.hubspot.com/service/what-is-customer-churn)\n",
    "* [Bain & Company - Prescription for cutting costs](http://www2.bain.com/Images/BB_Prescription_cutting_costs.pdf)\n",
    "* [Random Forests. Machine Learning, 45(1), 5-32](https://www.stat.berkeley.edu/~breiman/randomforest2001.pdf)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
